| default_stage: | |
| default_modifiers: | |
| AutoRoundModifier: | |
| config_groups: | |
| group_0: | |
| targets: [model.language_model.layers.60.linear_attn.in_proj_qkv, model.language_model.layers.60.linear_attn.in_proj_z, | |
| model.language_model.layers.61.linear_attn.in_proj_qkv, model.language_model.layers.61.linear_attn.in_proj_z, | |
| model.language_model.layers.62.mlp.gate_proj, model.language_model.layers.62.mlp.up_proj] | |
| weights: | |
| num_bits: 2 | |
| type: int | |
| symmetric: true | |
| group_size: 128 | |
| strategy: group | |
| block_structure: null | |
| dynamic: false | |
| actorder: null | |
| scale_dtype: null | |
| zp_dtype: null | |
| observer: memoryless_minmax | |
| observer_kwargs: {} | |
| input_activations: null | |
| output_activations: null | |
| format: null | |
| group_1: | |
| targets: [model.language_model.layers.0.linear_attn.in_proj_qkv, model.language_model.layers.0.linear_attn.in_proj_z, | |
| model.language_model.layers.0.mlp.down_proj, model.language_model.layers.0.mlp.gate_proj, | |
| model.language_model.layers.0.mlp.up_proj, model.language_model.layers.1.linear_attn.in_proj_qkv, | |
| model.language_model.layers.1.linear_attn.in_proj_z, model.language_model.layers.1.linear_attn.out_proj, | |
| model.language_model.layers.1.mlp.down_proj, model.language_model.layers.1.mlp.gate_proj, | |
| model.language_model.layers.1.mlp.up_proj, model.language_model.layers.10.linear_attn.in_proj_qkv, | |
| model.language_model.layers.10.linear_attn.in_proj_z, model.language_model.layers.10.linear_attn.out_proj, | |
| model.language_model.layers.10.mlp.down_proj, model.language_model.layers.10.mlp.gate_proj, | |
| model.language_model.layers.10.mlp.up_proj, model.language_model.layers.11.mlp.down_proj, | |
| model.language_model.layers.11.mlp.gate_proj, model.language_model.layers.11.mlp.up_proj, | |
| model.language_model.layers.11.self_attn.k_proj, model.language_model.layers.11.self_attn.o_proj, | |
| model.language_model.layers.11.self_attn.q_proj, model.language_model.layers.11.self_attn.v_proj, | |
| model.language_model.layers.12.linear_attn.in_proj_qkv, model.language_model.layers.12.linear_attn.in_proj_z, | |
| model.language_model.layers.12.linear_attn.out_proj, model.language_model.layers.12.mlp.down_proj, | |
| model.language_model.layers.12.mlp.gate_proj, model.language_model.layers.12.mlp.up_proj, | |
| model.language_model.layers.13.linear_attn.in_proj_qkv, model.language_model.layers.13.linear_attn.in_proj_z, | |
| model.language_model.layers.13.linear_attn.out_proj, model.language_model.layers.13.mlp.down_proj, | |
| model.language_model.layers.13.mlp.gate_proj, model.language_model.layers.13.mlp.up_proj, | |
| model.language_model.layers.14.linear_attn.in_proj_qkv, model.language_model.layers.14.linear_attn.in_proj_z, | |
| model.language_model.layers.14.linear_attn.out_proj, model.language_model.layers.14.mlp.down_proj, | |
| model.language_model.layers.14.mlp.gate_proj, model.language_model.layers.14.mlp.up_proj, | |
| model.language_model.layers.15.mlp.down_proj, model.language_model.layers.15.mlp.gate_proj, | |
| model.language_model.layers.15.mlp.up_proj, model.language_model.layers.15.self_attn.k_proj, | |
| model.language_model.layers.15.self_attn.o_proj, model.language_model.layers.15.self_attn.q_proj, | |
| model.language_model.layers.15.self_attn.v_proj, model.language_model.layers.16.linear_attn.in_proj_qkv, | |
| model.language_model.layers.16.linear_attn.in_proj_z, model.language_model.layers.16.linear_attn.out_proj, | |
| model.language_model.layers.16.mlp.down_proj, model.language_model.layers.16.mlp.gate_proj, | |
| model.language_model.layers.16.mlp.up_proj, model.language_model.layers.17.linear_attn.in_proj_qkv, | |
| model.language_model.layers.17.linear_attn.in_proj_z, model.language_model.layers.17.linear_attn.out_proj, | |
| model.language_model.layers.17.mlp.down_proj, model.language_model.layers.17.mlp.gate_proj, | |
| model.language_model.layers.17.mlp.up_proj, model.language_model.layers.18.linear_attn.in_proj_qkv, | |
| model.language_model.layers.18.linear_attn.in_proj_z, model.language_model.layers.18.linear_attn.out_proj, | |
| model.language_model.layers.18.mlp.down_proj, model.language_model.layers.18.mlp.gate_proj, | |
| model.language_model.layers.18.mlp.up_proj, model.language_model.layers.19.mlp.down_proj, | |
| model.language_model.layers.19.mlp.gate_proj, model.language_model.layers.19.mlp.up_proj, | |
| model.language_model.layers.19.self_attn.k_proj, model.language_model.layers.19.self_attn.o_proj, | |
| model.language_model.layers.19.self_attn.q_proj, model.language_model.layers.19.self_attn.v_proj, | |
| model.language_model.layers.2.linear_attn.in_proj_qkv, model.language_model.layers.2.linear_attn.in_proj_z, | |
| model.language_model.layers.2.linear_attn.out_proj, model.language_model.layers.2.mlp.down_proj, | |
| model.language_model.layers.2.mlp.gate_proj, model.language_model.layers.2.mlp.up_proj, | |
| model.language_model.layers.20.linear_attn.in_proj_qkv, model.language_model.layers.20.linear_attn.in_proj_z, | |
| model.language_model.layers.20.linear_attn.out_proj, model.language_model.layers.20.mlp.down_proj, | |
| model.language_model.layers.20.mlp.gate_proj, model.language_model.layers.20.mlp.up_proj, | |
| model.language_model.layers.21.linear_attn.in_proj_qkv, model.language_model.layers.21.linear_attn.in_proj_z, | |
| model.language_model.layers.21.linear_attn.out_proj, model.language_model.layers.21.mlp.down_proj, | |
| model.language_model.layers.21.mlp.gate_proj, model.language_model.layers.21.mlp.up_proj, | |
| model.language_model.layers.22.linear_attn.in_proj_qkv, model.language_model.layers.22.linear_attn.in_proj_z, | |
| model.language_model.layers.22.linear_attn.out_proj, model.language_model.layers.22.mlp.down_proj, | |
| model.language_model.layers.22.mlp.gate_proj, model.language_model.layers.22.mlp.up_proj, | |
| model.language_model.layers.23.mlp.down_proj, model.language_model.layers.23.mlp.gate_proj, | |
| model.language_model.layers.23.mlp.up_proj, model.language_model.layers.23.self_attn.k_proj, | |
| model.language_model.layers.23.self_attn.o_proj, model.language_model.layers.23.self_attn.q_proj, | |
| model.language_model.layers.23.self_attn.v_proj, model.language_model.layers.24.linear_attn.in_proj_qkv, | |
| model.language_model.layers.24.linear_attn.in_proj_z, model.language_model.layers.24.linear_attn.out_proj, | |
| model.language_model.layers.24.mlp.down_proj, model.language_model.layers.24.mlp.gate_proj, | |
| model.language_model.layers.24.mlp.up_proj, model.language_model.layers.25.linear_attn.in_proj_qkv, | |
| model.language_model.layers.25.linear_attn.in_proj_z, model.language_model.layers.25.linear_attn.out_proj, | |
| model.language_model.layers.25.mlp.down_proj, model.language_model.layers.25.mlp.gate_proj, | |
| model.language_model.layers.25.mlp.up_proj, model.language_model.layers.26.linear_attn.in_proj_qkv, | |
| model.language_model.layers.26.linear_attn.in_proj_z, model.language_model.layers.26.linear_attn.out_proj, | |
| model.language_model.layers.26.mlp.down_proj, model.language_model.layers.26.mlp.gate_proj, | |
| model.language_model.layers.26.mlp.up_proj, model.language_model.layers.27.mlp.down_proj, | |
| model.language_model.layers.27.mlp.gate_proj, model.language_model.layers.27.mlp.up_proj, | |
| model.language_model.layers.27.self_attn.k_proj, model.language_model.layers.27.self_attn.o_proj, | |
| model.language_model.layers.27.self_attn.q_proj, model.language_model.layers.27.self_attn.v_proj, | |
| model.language_model.layers.28.linear_attn.in_proj_qkv, model.language_model.layers.28.linear_attn.in_proj_z, | |
| model.language_model.layers.28.linear_attn.out_proj, model.language_model.layers.28.mlp.down_proj, | |
| model.language_model.layers.28.mlp.gate_proj, model.language_model.layers.28.mlp.up_proj, | |
| model.language_model.layers.29.linear_attn.in_proj_qkv, model.language_model.layers.29.linear_attn.in_proj_z, | |
| model.language_model.layers.29.linear_attn.out_proj, model.language_model.layers.29.mlp.down_proj, | |
| model.language_model.layers.29.mlp.gate_proj, model.language_model.layers.29.mlp.up_proj, | |
| model.language_model.layers.3.mlp.down_proj, model.language_model.layers.3.mlp.gate_proj, | |
| model.language_model.layers.3.mlp.up_proj, model.language_model.layers.3.self_attn.k_proj, | |
| model.language_model.layers.3.self_attn.o_proj, model.language_model.layers.3.self_attn.q_proj, | |
| model.language_model.layers.3.self_attn.v_proj, model.language_model.layers.30.linear_attn.in_proj_qkv, | |
| model.language_model.layers.30.linear_attn.in_proj_z, model.language_model.layers.30.linear_attn.out_proj, | |
| model.language_model.layers.30.mlp.down_proj, model.language_model.layers.30.mlp.gate_proj, | |
| model.language_model.layers.30.mlp.up_proj, model.language_model.layers.31.mlp.down_proj, | |
| model.language_model.layers.31.mlp.gate_proj, model.language_model.layers.31.mlp.up_proj, | |
| model.language_model.layers.31.self_attn.k_proj, model.language_model.layers.31.self_attn.o_proj, | |
| model.language_model.layers.31.self_attn.q_proj, model.language_model.layers.31.self_attn.v_proj, | |
| model.language_model.layers.32.linear_attn.in_proj_qkv, model.language_model.layers.32.linear_attn.in_proj_z, | |
| model.language_model.layers.32.linear_attn.out_proj, model.language_model.layers.32.mlp.down_proj, | |
| model.language_model.layers.32.mlp.gate_proj, model.language_model.layers.32.mlp.up_proj, | |
| model.language_model.layers.33.linear_attn.in_proj_qkv, model.language_model.layers.33.linear_attn.in_proj_z, | |
| model.language_model.layers.33.linear_attn.out_proj, model.language_model.layers.33.mlp.down_proj, | |
| model.language_model.layers.33.mlp.gate_proj, model.language_model.layers.33.mlp.up_proj, | |
| model.language_model.layers.34.linear_attn.in_proj_qkv, model.language_model.layers.34.linear_attn.in_proj_z, | |
| model.language_model.layers.34.linear_attn.out_proj, model.language_model.layers.34.mlp.down_proj, | |
| model.language_model.layers.34.mlp.gate_proj, model.language_model.layers.34.mlp.up_proj, | |
| model.language_model.layers.35.mlp.down_proj, model.language_model.layers.35.mlp.gate_proj, | |
| model.language_model.layers.35.mlp.up_proj, model.language_model.layers.35.self_attn.k_proj, | |
| model.language_model.layers.35.self_attn.o_proj, model.language_model.layers.35.self_attn.q_proj, | |
| model.language_model.layers.35.self_attn.v_proj, model.language_model.layers.36.linear_attn.in_proj_qkv, | |
| model.language_model.layers.36.linear_attn.in_proj_z, model.language_model.layers.36.linear_attn.out_proj, | |
| model.language_model.layers.36.mlp.down_proj, model.language_model.layers.36.mlp.gate_proj, | |
| model.language_model.layers.36.mlp.up_proj, model.language_model.layers.37.linear_attn.in_proj_qkv, | |
| model.language_model.layers.37.linear_attn.in_proj_z, model.language_model.layers.37.linear_attn.out_proj, | |
| model.language_model.layers.37.mlp.down_proj, model.language_model.layers.37.mlp.gate_proj, | |
| model.language_model.layers.37.mlp.up_proj, model.language_model.layers.38.linear_attn.in_proj_qkv, | |
| model.language_model.layers.38.linear_attn.in_proj_z, model.language_model.layers.38.linear_attn.out_proj, | |
| model.language_model.layers.38.mlp.down_proj, model.language_model.layers.38.mlp.gate_proj, | |
| model.language_model.layers.38.mlp.up_proj, model.language_model.layers.39.mlp.down_proj, | |
| model.language_model.layers.39.mlp.gate_proj, model.language_model.layers.39.mlp.up_proj, | |
| model.language_model.layers.39.self_attn.k_proj, model.language_model.layers.39.self_attn.o_proj, | |
| model.language_model.layers.39.self_attn.q_proj, model.language_model.layers.39.self_attn.v_proj, | |
| model.language_model.layers.4.linear_attn.in_proj_qkv, model.language_model.layers.4.linear_attn.in_proj_z, | |
| model.language_model.layers.4.linear_attn.out_proj, model.language_model.layers.4.mlp.down_proj, | |
| model.language_model.layers.4.mlp.gate_proj, model.language_model.layers.4.mlp.up_proj, | |
| model.language_model.layers.40.linear_attn.in_proj_qkv, model.language_model.layers.40.linear_attn.in_proj_z, | |
| model.language_model.layers.40.linear_attn.out_proj, model.language_model.layers.40.mlp.down_proj, | |
| model.language_model.layers.40.mlp.gate_proj, model.language_model.layers.40.mlp.up_proj, | |
| model.language_model.layers.41.linear_attn.in_proj_qkv, model.language_model.layers.41.linear_attn.in_proj_z, | |
| model.language_model.layers.41.linear_attn.out_proj, model.language_model.layers.41.mlp.down_proj, | |
| model.language_model.layers.41.mlp.gate_proj, model.language_model.layers.41.mlp.up_proj, | |
| model.language_model.layers.42.linear_attn.in_proj_qkv, model.language_model.layers.42.linear_attn.in_proj_z, | |
| model.language_model.layers.42.linear_attn.out_proj, model.language_model.layers.42.mlp.down_proj, | |
| model.language_model.layers.42.mlp.gate_proj, model.language_model.layers.42.mlp.up_proj, | |
| model.language_model.layers.43.mlp.down_proj, model.language_model.layers.43.mlp.gate_proj, | |
| model.language_model.layers.43.mlp.up_proj, model.language_model.layers.43.self_attn.k_proj, | |
| model.language_model.layers.43.self_attn.o_proj, model.language_model.layers.43.self_attn.q_proj, | |
| model.language_model.layers.43.self_attn.v_proj, model.language_model.layers.44.linear_attn.in_proj_qkv, | |
| model.language_model.layers.44.linear_attn.in_proj_z, model.language_model.layers.44.linear_attn.out_proj, | |
| model.language_model.layers.44.mlp.down_proj, model.language_model.layers.44.mlp.gate_proj, | |
| model.language_model.layers.44.mlp.up_proj, model.language_model.layers.45.linear_attn.in_proj_qkv, | |
| model.language_model.layers.45.linear_attn.in_proj_z, model.language_model.layers.45.linear_attn.out_proj, | |
| model.language_model.layers.45.mlp.down_proj, model.language_model.layers.45.mlp.gate_proj, | |
| model.language_model.layers.45.mlp.up_proj, model.language_model.layers.46.linear_attn.in_proj_qkv, | |
| model.language_model.layers.46.linear_attn.in_proj_z, model.language_model.layers.46.linear_attn.out_proj, | |
| model.language_model.layers.46.mlp.down_proj, model.language_model.layers.46.mlp.gate_proj, | |
| model.language_model.layers.46.mlp.up_proj, model.language_model.layers.47.mlp.down_proj, | |
| model.language_model.layers.47.mlp.gate_proj, model.language_model.layers.47.mlp.up_proj, | |
| model.language_model.layers.47.self_attn.k_proj, model.language_model.layers.47.self_attn.o_proj, | |
| model.language_model.layers.47.self_attn.q_proj, model.language_model.layers.47.self_attn.v_proj, | |
| model.language_model.layers.48.linear_attn.in_proj_qkv, model.language_model.layers.48.linear_attn.in_proj_z, | |
| model.language_model.layers.48.linear_attn.out_proj, model.language_model.layers.48.mlp.down_proj, | |
| model.language_model.layers.48.mlp.gate_proj, model.language_model.layers.48.mlp.up_proj, | |
| model.language_model.layers.49.linear_attn.in_proj_qkv, model.language_model.layers.49.linear_attn.in_proj_z, | |
| model.language_model.layers.49.linear_attn.out_proj, model.language_model.layers.49.mlp.down_proj, | |
| model.language_model.layers.49.mlp.gate_proj, model.language_model.layers.49.mlp.up_proj, | |
| model.language_model.layers.5.linear_attn.in_proj_qkv, model.language_model.layers.5.linear_attn.in_proj_z, | |
| model.language_model.layers.5.linear_attn.out_proj, model.language_model.layers.5.mlp.down_proj, | |
| model.language_model.layers.5.mlp.gate_proj, model.language_model.layers.5.mlp.up_proj, | |
| model.language_model.layers.50.linear_attn.in_proj_qkv, model.language_model.layers.50.linear_attn.in_proj_z, | |
| model.language_model.layers.50.linear_attn.out_proj, model.language_model.layers.50.mlp.down_proj, | |
| model.language_model.layers.50.mlp.gate_proj, model.language_model.layers.50.mlp.up_proj, | |
| model.language_model.layers.51.mlp.down_proj, model.language_model.layers.51.mlp.gate_proj, | |
| model.language_model.layers.51.mlp.up_proj, model.language_model.layers.51.self_attn.k_proj, | |
| model.language_model.layers.51.self_attn.o_proj, model.language_model.layers.51.self_attn.q_proj, | |
| model.language_model.layers.51.self_attn.v_proj, model.language_model.layers.52.linear_attn.in_proj_qkv, | |
| model.language_model.layers.52.linear_attn.in_proj_z, model.language_model.layers.52.linear_attn.out_proj, | |
| model.language_model.layers.52.mlp.down_proj, model.language_model.layers.52.mlp.gate_proj, | |
| model.language_model.layers.52.mlp.up_proj, model.language_model.layers.53.linear_attn.in_proj_qkv, | |
| model.language_model.layers.53.linear_attn.in_proj_z, model.language_model.layers.53.linear_attn.out_proj, | |
| model.language_model.layers.53.mlp.down_proj, model.language_model.layers.53.mlp.gate_proj, | |
| model.language_model.layers.53.mlp.up_proj, model.language_model.layers.54.linear_attn.in_proj_qkv, | |
| model.language_model.layers.54.linear_attn.in_proj_z, model.language_model.layers.54.linear_attn.out_proj, | |
| model.language_model.layers.54.mlp.down_proj, model.language_model.layers.54.mlp.gate_proj, | |
| model.language_model.layers.54.mlp.up_proj, model.language_model.layers.55.mlp.down_proj, | |
| model.language_model.layers.55.mlp.gate_proj, model.language_model.layers.55.mlp.up_proj, | |
| model.language_model.layers.55.self_attn.k_proj, model.language_model.layers.55.self_attn.o_proj, | |
| model.language_model.layers.55.self_attn.q_proj, model.language_model.layers.55.self_attn.v_proj, | |
| model.language_model.layers.56.linear_attn.in_proj_qkv, model.language_model.layers.56.linear_attn.in_proj_z, | |
| model.language_model.layers.56.linear_attn.out_proj, model.language_model.layers.56.mlp.down_proj, | |
| model.language_model.layers.56.mlp.gate_proj, model.language_model.layers.56.mlp.up_proj, | |
| model.language_model.layers.57.linear_attn.in_proj_qkv, model.language_model.layers.57.linear_attn.in_proj_z, | |
| model.language_model.layers.57.linear_attn.out_proj, model.language_model.layers.57.mlp.down_proj, | |
| model.language_model.layers.57.mlp.gate_proj, model.language_model.layers.57.mlp.up_proj, | |
| model.language_model.layers.58.linear_attn.in_proj_qkv, model.language_model.layers.58.linear_attn.in_proj_z, | |
| model.language_model.layers.58.linear_attn.out_proj, model.language_model.layers.58.mlp.down_proj, | |
| model.language_model.layers.58.mlp.gate_proj, model.language_model.layers.58.mlp.up_proj, | |
| model.language_model.layers.59.mlp.down_proj, model.language_model.layers.59.mlp.gate_proj, | |
| model.language_model.layers.59.mlp.up_proj, model.language_model.layers.59.self_attn.k_proj, | |
| model.language_model.layers.59.self_attn.o_proj, model.language_model.layers.59.self_attn.q_proj, | |
| model.language_model.layers.59.self_attn.v_proj, model.language_model.layers.6.linear_attn.in_proj_qkv, | |
| model.language_model.layers.6.linear_attn.in_proj_z, model.language_model.layers.6.linear_attn.out_proj, | |
| model.language_model.layers.6.mlp.down_proj, model.language_model.layers.6.mlp.gate_proj, | |
| model.language_model.layers.6.mlp.up_proj, model.language_model.layers.60.linear_attn.out_proj, | |
| model.language_model.layers.60.mlp.down_proj, model.language_model.layers.60.mlp.gate_proj, | |
| model.language_model.layers.60.mlp.up_proj, model.language_model.layers.61.linear_attn.out_proj, | |
| model.language_model.layers.61.mlp.down_proj, model.language_model.layers.61.mlp.gate_proj, | |
| model.language_model.layers.61.mlp.up_proj, model.language_model.layers.62.linear_attn.in_proj_qkv, | |
| model.language_model.layers.62.linear_attn.in_proj_z, model.language_model.layers.62.linear_attn.out_proj, | |
| model.language_model.layers.62.mlp.down_proj, model.language_model.layers.63.mlp.down_proj, | |
| model.language_model.layers.63.mlp.gate_proj, model.language_model.layers.63.mlp.up_proj, | |
| model.language_model.layers.63.self_attn.k_proj, model.language_model.layers.63.self_attn.o_proj, | |
| model.language_model.layers.63.self_attn.q_proj, model.language_model.layers.63.self_attn.v_proj, | |
| model.language_model.layers.7.mlp.down_proj, model.language_model.layers.7.mlp.gate_proj, | |
| model.language_model.layers.7.mlp.up_proj, model.language_model.layers.7.self_attn.k_proj, | |
| model.language_model.layers.7.self_attn.o_proj, model.language_model.layers.7.self_attn.q_proj, | |
| model.language_model.layers.7.self_attn.v_proj, model.language_model.layers.8.linear_attn.in_proj_qkv, | |
| model.language_model.layers.8.linear_attn.in_proj_z, model.language_model.layers.8.linear_attn.out_proj, | |
| model.language_model.layers.8.mlp.down_proj, model.language_model.layers.8.mlp.gate_proj, | |
| model.language_model.layers.8.mlp.up_proj, model.language_model.layers.9.linear_attn.in_proj_qkv, | |
| model.language_model.layers.9.linear_attn.in_proj_z, model.language_model.layers.9.linear_attn.out_proj, | |
| model.language_model.layers.9.mlp.down_proj, model.language_model.layers.9.mlp.gate_proj, | |
| model.language_model.layers.9.mlp.up_proj] | |
| weights: | |
| num_bits: 3 | |
| type: int | |
| symmetric: true | |
| group_size: 128 | |
| strategy: group | |
| block_structure: null | |
| dynamic: false | |
| actorder: null | |
| scale_dtype: null | |
| zp_dtype: null | |
| observer: memoryless_minmax | |
| observer_kwargs: {} | |
| input_activations: null | |
| output_activations: null | |
| format: null | |
| group_2: | |
| targets: [model.language_model.layers.0.linear_attn.out_proj] | |
| weights: | |
| num_bits: 4 | |
| type: int | |
| symmetric: true | |
| group_size: 128 | |
| strategy: group | |
| block_structure: null | |
| dynamic: false | |
| actorder: null | |
| scale_dtype: null | |
| zp_dtype: null | |
| observer: memoryless_minmax | |
| observer_kwargs: {} | |
| input_activations: null | |
| output_activations: null | |
| format: null | |
| targets: [Linear] | |
| ignore: [] | |
| bypass_divisibility_checks: false | |
| requires_calibration_data: true | |
| iters: 512 | |
| enable_torch_compile: true | |
| batch_size: 1 | |
| device_ids: '0' | |
| disable_opt_rtn: false | |